MARC details
000 -LEADER |
fixed length control field |
04977cam a22004215i 4500 |
003 - CONTROL NUMBER IDENTIFIER |
control field |
EG-CaNGU |
005 - DATE AND TIME OF LATEST TRANSACTION |
control field |
20240129140543.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
fixed length control field |
230829t2022 sz a fob 001 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9783030422271 |
040 ## - CATALOGING SOURCE |
Original cataloging agency |
WaSeSS |
Language of cataloging |
eng |
Modifying agency |
WaSeSS |
-- |
EG-CaNGU |
Transcribing agency |
EG-CaNGU |
Description conventions |
rda |
100 1# - MAIN ENTRY--PERSONAL NAME |
Personal name |
Kruse, Rudolf, |
Relator term |
author. |
9 (RLIN) |
5554 |
245 10 - TITLE STATEMENT |
Title |
Computational intelligence : |
Remainder of title |
a methodological introduction / |
250 ## - EDITION STATEMENT |
Edition statement |
Third edition. |
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
Place of production, publication, distribution, manufacture |
Cham, Switzerland : |
Name of producer, publisher, distributor, manufacturer |
Springer Nature, |
Date of production, publication, distribution, manufacture, or copyright notice |
[2022] |
264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
Date of production, publication, distribution, manufacture, or copyright notice |
©2022 |
300 ## - PHYSICAL DESCRIPTION |
Extent |
1 online resource (xiv, 639 pages) : |
Other physical details |
illustrations. |
336 ## - CONTENT TYPE |
Content type term |
text |
Content type code |
txt |
Source |
rdacontent |
337 ## - MEDIA TYPE |
Media type term |
computer |
Media type code |
c |
Source |
rdamedia |
338 ## - CARRIER TYPE |
Carrier type term |
online resource |
Carrier type code |
cr |
Source |
rdacarrier |
490 0# - SERIES STATEMENT |
Series statement |
Texts in computer science, |
International Standard Serial Number |
1868-095X |
504 ## - BIBLIOGRAPHY, ETC. NOTE |
Bibliography, etc. note |
Includes bibliographical references and index.<br/> |
505 00 - FORMATTED CONTENTS NOTE |
Formatted contents note |
Introduction -- Part I: Neural Networks -- Introduction -- Threshold Logic Units -- General Neural Networks -- Multi-Layer Perceptrons -- Radial Basis Function Networks -- Self-Organizing Maps -- Hopfield Networks -- Recurrent Networks -- Mathematical Remarks for Neural Networks -- Part II: Evolutionary Algorithms -- Introduction to Evolutionary Algorithms -- Elements of Evolutionary Algorithms -- Fundamental Evolutionary Algorithms -- Computational Swarm Intelligence -- Part III: Fuzzy Systems -- Fuzzy Sets and Fuzzy Logic -- The Extension Principle -- Fuzzy Relations -- Similarity Relations -- Fuzzy Control -- Fuzzy Data Analysis -- Part IV: Bayes and Markov Networks -- Introduction to Bayes Networks -- Elements of Probability and Graph Theory -- Decompositions -- Evidence Propagation -- Learning Graphical Models -- Belief Revision -- Decision Graphs. |
506 ## - RESTRICTIONS ON ACCESS NOTE |
Terms governing access |
Available on campus and off campus with authorized login. |
520 ## - SUMMARY, ETC. |
Summary, etc. |
Computational intelligence comprises concepts, paradigms, algorithms, and implementations of systems that are intended to exhibit intelligent behavior in complex environments. It relies heavily on (at least) nature-inspired methods, which have the advantage that they tolerate incomplete, imprecise and uncertain knowledge and thus also facilitate finding solutions that are approximative, manageable and robust at the same time. Fully updated, this new edition of the authoritative textbook provides a clear and logical introduction to Computational Intelligence, covering the fundamental concepts, algorithms and practical implementations behind efforts to develop systems that exhibit intelligent behavior in complex environments. Rather than aim for completeness, the goal is to give a methodical introduction, supporting fundamental concepts and their implementations with explanation of the theoretical background of proposed problem solutions. Topics and features: Offers new material on deep learning, scalarization, large-scale optimization algorithms, and collective decision-making algorithms Contains numerous classroom-tested examples and definitions Discusses in detail the classical areas of artificial neural networks, fuzzy systems, evolutionary algorithms, and Bayes and Markov networks Reviews the latest developments, including such topics as ant colony optimization and probabilistic graphical models Provides supplementary material, including module descriptions, lecture slides, exercises with solutions, and software tools This seminal textbook is primarily meant as a companion book for lectures on the covered topics in the area of computational intelligence. However, it is also eminently suitable as a guidebook for self-study by students and practitioners from industry and commerce. Dr. Rudolf Kruse is the former leader of the Computational Intelligence Research Group and now Emeritus Professor of the Department of Computer Science at the University of Magdeburg, Germany. Dr. Sanaz Mostaghim is a full Professor of Computer Science and Dr. Christian Braune is a Senior Lecturer at the same institution. Dr. Christian Borgelt is a Professor of Data Science at the Paris Lodron University of Salzburg, Austria. Dr. Matthias Steinbrecher is a Development Architect at SAP SE, Potsdam, Germany. |
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Artificial intelligence |
Source of heading or term |
NGU-sh |
9 (RLIN) |
4811 |
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Engineering mathematics |
Source of heading or term |
NGU-sh |
9 (RLIN) |
4954 |
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Engineering |
General subdivision |
data processing. |
Source of heading or term |
NGU-sh |
9 (RLIN) |
5555 |
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Computational intelligence. |
Source of heading or term |
NGU-sh |
9 (RLIN) |
5544 |
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Computer science |
Source of heading or term |
NGU-sh |
9 (RLIN) |
3903 |
655 #7 - INDEX TERM--GENRE/FORM |
Genre/form data or focus term |
Electronic books. |
Source of term |
NGU-sh |
9 (RLIN) |
1203 |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Mostaghim, Sanaz, |
Relator term |
author. |
9 (RLIN) |
5556 |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Borgelt, Christian, |
Relator term |
author. |
9 (RLIN) |
5557 |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Braune, Christian, |
Relator term |
author. |
9 (RLIN) |
5558 |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Steinbrecher, Matthias, |
Relator term |
author. |
9 (RLIN) |
5559 |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Klawonn, F., |
Relator term |
author. |
9 (RLIN) |
5560 |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Moewes, Christian, |
Relator term |
author. |
9 (RLIN) |
5561 |
856 40 - ELECTRONIC LOCATION AND ACCESS |
Host name |
Online resource. |
Uniform Resource Identifier |
<a href="https://link.springer.com/book/10.1007/978-3-030-42227-1">https://link.springer.com/book/10.1007/978-3-030-42227-1</a> |
Public note |
Online resource. |